AI agent or AI platform? The distinction matters
‚AI agent‘ can quickly become a catch-all for any product that uses a language model. That is not precise enough when planning an application. A specialist tool, an agent that takes steps and a working platform solve different problems. My portfolio contains examples of all three perspectives.
Research checked: 2026-09-09 · Cover: AI-generated illustration
A tool has a bounded task
A tool takes an input and produces a defined result. In a voice application, that might mean turning speech into editable text within a workflow. The implementation can be demanding without making the product an autonomous agent.
This distinction helps with expectations and testing. A bounded tool often makes it easier to define a correct result and identify where a person takes the next step. HandsOff is one of the desktop products in my portfolio built around voice input.
The distinction at a glance
- ToolPerforms a bounded task
- AgentChooses steps using context
- PlatformOrganizes the working environment
An agent needs context and tools
A specialist content agent works with different information from a general chat. It can consider brand and audience context, continue conversations and use suitable research or planning tools. In the Content Platform, it belongs to a larger system with a custom scoring algorithm and editorial planning.
The key product question is which steps the agent may take. A researched proposal is not a published message. Stored context is not complete knowledge of the business. Sources, permissions and approval steps therefore need explicit design.
A platform organises the work around AI
IXIOM is my AI working platform. It brings different AI tools and project work together in a desktop application. That includes working copies, coordinated agent tasks and the path from a request to a reviewable result. Calling IXIOM a single agent would miss the scope of the product.
A platform must handle several states: which project is open, which task is running, which changes belong together and which result has been checked. The interface and the technical separation of these states are a substantial part of the product.
The workflow determines the solution
For a new project, I therefore start with the working context. Sometimes a bounded tool is enough. Sometimes a specialist agent makes sense. A platform becomes useful when multiple people, tasks or tools need coordination and isolated chats lose the wider context.
The right description is more than marketing. It determines which parts need to be built and tested. To discuss an idea, start with the current workflow: which tools are involved, which information is missing and where does the overview break down?
- Tool: a clearly bounded task
- Agent: context-aware steps with scoped tools
- Platform: connect projects, access, tasks and results
